Mark Girolami
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Independent component analysis using an extended infomax algorithm for mixed subgaussian and supergaussian sources
TW Lee, M Girolami, TJ Sejnowski
Neural computation 11 (2), 417-441, 1999
22181999
Riemann manifold langevin and hamiltonian monte carlo methods
M Girolami, B Calderhead
Journal of the Royal Statistical Society: Series B (Statistical Methodology …, 2011
13462011
Mercer kernel-based clustering in feature space
M Girolami
IEEE transactions on neural networks 13 (3), 780-784, 2002
10512002
Blind source separation of more sources than mixtures using overcomplete representations
TW Lee, MS Lewicki, M Girolami, TJ Sejnowski
IEEE signal processing letters 6 (4), 87-90, 1999
6181999
A unifying information-theoretic framework for independent component analysis
TW Lee, M Girolami, AJ Bell, TJ Sejnowski
Computers & Mathematics with Applications 39 (11), 1-21, 2000
5882000
Naturally occurring human urinary peptides for use in diagnosis of chronic kidney disease
DM Good, P Zürbig, A Argiles, HW Bauer, G Behrens, JJ Coon, M Dakna, ...
Molecular & cellular proteomics 9 (11), 2424-2437, 2010
4102010
Clinical proteomics: a need to define the field and to begin to set adequate standards
H Mischak, R Apweiler, RE Banks, M Conaway, J Coon, A Dominiczak, ...
PROTEOMICS–Clinical Applications 1 (2), 148-156, 2007
3312007
Advances in urinary proteome analysis and biomarker discovery
D Fliser, J Novak, V Thongboonkerd, À Argilés, V Jankowski, MA Girolami, ...
Journal of the American Society of Nephrology 18 (4), 1057-1071, 2007
3122007
On an equivalence between PLSI and LDA
M Girolami, A Kabán
Proceedings of the 26th annual international ACM SIGIR conference on …, 2003
2852003
Probability density estimation from optimally condensed data samples
M Girolami, C He
IEEE Transactions on pattern analysis and machine intelligence 25 (10), 1253 …, 2003
2812003
Recommendations for biomarker identification and qualification in clinical proteomics
H Mischak, G Allmaier, R Apweiler, T Attwood, M Baumann, A Benigni, ...
Science translational medicine 2 (46), 46ps42-46ps42, 2010
2722010
Hamiltonian Monte Carlo for hierarchical models
M Betancourt, M Girolami
Current trends in Bayesian methodology with applications 79 (30), 2-4, 2015
2652015
Variational Bayesian multinomial probit regression with Gaussian process priors
M Girolami, S Rogers
Neural Computation 18 (8), 1790-1817, 2006
2642006
Kernel PCA for feature extraction and de-noising in nonlinear regression
R Rosipal, M Girolami, LJ Trejo, A Cichocki
Neural Computing & Applications 10 (3), 231-243, 2001
2442001
Sparse multinomial logistic regression via bayesian l1 regularisation
GC Cawley, NLC Talbot, M Girolami
Advances in neural information processing systems 19, 209, 2007
2412007
Bayesian ranking of biochemical system models
V Vyshemirsky, MA Girolami
Bioinformatics 24 (6), 833-839, 2008
2392008
A first course in machine learning
M Girolami
Chapman and Hall/CRC, 2011
2352011
A variational method for learning sparse and overcomplete representations
M Girolami
Neural computation 13 (11), 2517-2532, 2001
1942001
Probabilistic numerics and uncertainty in computations
P Hennig, MA Osborne, M Girolami
Proceedings of the Royal Society A: Mathematical, Physical and Engineering …, 2015
1882015
Probabilistic multi-class multi-kernel learning: on protein fold recognition and remote homology detection
T Damoulas, MA Girolami
Bioinformatics 24 (10), 1264-1270, 2008
1882008
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